U.S. government space officials on Thursday picked incumbents Space Exploration Technologies Corp. and Orbital ATK Inc., along with closely held Sierra Nevada Corp., to ferry cargo back and forth from orbit in the next decade.

National Aeronautics and Space Administration officials said the arrangement, under which each contractor will get at least six unmanned missions to the orbiting international space station, is designed to...